A Price Theory of Multi-Sided Platforms

Size: px
Start display at page:

Download "A Price Theory of Multi-Sided Platforms"

Transcription

1 A Price Theory of E. Glen Weyl Harvard Society of Fellows and Toulouse School of Economics Academic Slides January 2011

2 AmEx and the Times Introduction Framework Solving the model American Express and New York Times Both two-sided markets but... AmEx Times Loyalists value acceptance more than marginals Imperfect internalization because no discrimination Higher card-holder price = more cross-subsidies Classic 2sms logic (Rochet and Tirole 2003) Loyalists hate advertising more Ad prices too low? Higher subscription price = less ads, higher prices Ignored or assumed away by current analysis Today: full Rochet and Tirole (2006) accommodates both Crucial difference is source of user heterogeneity

3 Outline Basic Argument Introduction Framework Solving the model 1 Basic argument Two-sided markets Framework Solution approach 2 Applications Pricing Comparative statics Scale-Income model 3 Policy Generalization Conclusion

4 What is a two-sided market? Introduction Framework Solving the model Definition of 2sms controversial For me: modeling approach (not market-type), useful when 1 Two distinct, discriminable groups 2 Cross-network effects; both participations matter for both Components patented = cell phone=vertical monopoly 3 Bilateral market power No monopsony = supermarket=distributor Otherwise much easier approaches Examples: payments, advertising platforms and... 1 Software platforms (operating systems, video games, etc.) 2 Internet service provision 3 Commercial intermediation (EBay, stock markets) 4 Advertising providers (Google, Yahoo!, etc.) 5 Rating agencies (credit, user information, etc.)

5 Assumptions Basic Argument Introduction Framework Solving the model Today I will maintain three prominent assumptions: 1 Monopoly: but most markets are oligopoly 2 Homogeneous externalities But rich readers are worth more to advertisers 3 Valuations exogenous, no direct interactions But application developers value determined by price My next to presentations will be about relaxing these Today: RT2006 model has additional assumptions: 1 Network effects across not within, only two sides = No externality heterogeneity by side differentiation 2 Affine values and random sample I ll drop these in the generalization at end of talk

6 Model primitives Basic Argument Introduction Framework Solving the model 1 Demand 2 Supply Two groups of users A and B, each unit mass Users heterogeneous in two values Fixed membership benefit/cost B I i (Armstrong) Interaction benefit/cost b I i per partner (RT2003) U I i = B I i + b I i NJ P I ( N J) Arbitrary correlations allowed (only smoothness) Membership costs C I and interaction cost c Only uniform pricing (no discrimination) 3 Equilibrium 1 Platform chooses tariff anticipating... 2 Induced equilibrium determines participation/demand

7 Preferences Basic Argument Introduction Framework Solving the model ( Figure : U ) i A N B for various RT2003 (left) and Armstrong (right) preferences. This illustrates the two dimensions of heterogeneity: interaction and membership values, respectively.

8 Introduction Framework Solving the model Coordination and the insulating tariff Potential multiplicity (for some tariffs) But unique equilibrium prices P I ( N I, N J) So multiplicity inessential Only possible failure to implement desired allocation Evans and Schmalensee (2009) s failure to launch Smart platform always achieves desired allocation uniquely Set insulating tariff P I ( N J) P I (ÑI, N J ) For Armstrong, full insurance (Dybvig and Spatt 1983) For RT2003, strategic insulation (interaction fee) Possible dynamic implementation Thus we can ignore coordination problem Sometimes firms refrain; why? Platform chooses allocation, tariff details irrelevant No more fixed point: optimization simplifies analysis

9 Visualizing demand Introduction Framework Solving the model B A ba 5 Figure : The set of users participating on side A when half of users participate on side B and P A = 5 and 6 respectively

10 Pigouvian pricing Pricing Comparative statics An Example: the Scale-Income model Social value from platform V A ( N A, N B) + V B ( N B, N A) C A N A C B N B cn A N B P I = } C I + {{ cn J } b } J {{ N J } private cost external benefit b I average interaction benefit of participating users Standard Pigou Special cases 1 Armstrong: c 0, b I i b I P I = C I b J N J 2 RT2003: C I, B I i 0 All interaction so b I = p I + s I V I p A + p B c = s A = s B N J

11 Profit-maximizing pricing Pricing Comparative statics An Example: the Scale-Income model Equate marginal revenues and costs P I µ I }{{} classical marginal revenue + bj N J }{{} cross-marginal revenue = C I + cn J }{{} marginal cost µ I classic market power b I average interaction benefit of marginal users Two distortions from inability to price discriminate 1 Classical market power upwards 2 Spence distortion: internalize wrong quality preference Then you were a tourist... More important in 2sms May go in either direction (credit cards v. newspapers) Driven by source of user heterogeneity Armstrong P I = C I b J N J + µ I : no Spence Or RT2003 p A + p B c = m A = m B : Spence upward

12 Ramsey-Oum-Tretheway pricing Pricing Comparative statics An Example: the Scale-Income model Optimum may require subsidies If these infeasible, Ramsey pricing is second best Ramsey pricing+externalities=oum and Tretheway (1988) λ = ) P I = C I + cn J (λ b J + [1 λ]b J N J + λµ I ( ) K + b A +b B c N A N B ) N A µ A +N B µ B + (b A +b B b A b B N A N B

13 Pricing Comparative statics An Example: the Scale-Income model Second-order properties and conditions Conditions necessary, but insufficient Need some second-order/concavity condition Propose first for RT2006 model ρ I is pass-through rate holding fixed N J χ is cross-partial (substitutes v. complements) Two-sided contraction µ A µ B > ρ A ρ B χ 2 ( N A, N B) N A N B Necessary & sufficient for first-order solution ( C A, C B) Armstrong χ = b A + b B c so µ A µ B N A N B > ρ A ρ B ( b A + b B) 2 RT2003 χ = m A = m B so 1 > ρ A ρ B

14 Complements v. substitutes Pricing Comparative statics An Example: the Scale-Income model Most basic comparative static: seesaw principle RT2006 seem to think it is general Not clear what it means more broadly: what prices? Equivalent to substitution of participation rates in RT2003 Natural way to generalize...but not true generally Some definitions 1 α 2 β µ b µ B ( ba + b B c) N A N B π marginal interaction surplus ratio interaction heterogeneity ratio Decompose µ I = µ Ĩ b + µĩ B and aggregate µ = NA µ A + N B µ B Substitutes if µ B 0 or β > α If µ b > 0, complements if α > β, independent if α = β Change in cross-subsidy versus scaling Again source of heterogeneity, link to normative properties RT2003 = substitutes, Armstrong = complements

15 Welfare effects Basic Argument Pricing Comparative statics An Example: the Scale-Income model For me: 2sms = externalities in absence of transfers But other say holding fixed price indirect network effects But what price? Model says only P I ( N J ) matters With insulating, never externalities in this sense Perhaps more sensible: does I want C J to rise or fall? Sign is same as b I b I + ρ I χ Direct and indirect Ambiguous effect of source of heterogeneity Crucial: infra-marginal v. marginal But pass-through related to this as V = ρµd (other talk) For example: RT2003 sign determined by ρ I Third derivative of log-demand important Even possible that C I good for I Again, when infra-marginal dominates marginal (by a lot)

16 Unidimensional models Pricing Comparative statics An Example: the Scale-Income model Can do any comparative static, but clearly ambiguity Resolved, analysis more concrete through more structure Natural direction: only one dimension of heterogeneity Armstrong and RT2003 examples But Armstrong heterogeneity rarely plausible RT2003 restricts membership costs/benefits implausibly Easily solved: only source of heterogeneity matters Generalized RT2003 model potentially well-suited Analyzed in paper; quite similar to RT2003 But still many markets seem mismatched to these So here: new models, perhaps more realistic First is Hybrid: one side RT2003, one Armstrong May fit some better (advertising, software platforms) But better is one I ll discuss in more detail

17 Scale-Income model Pricing Comparative statics An Example: the Scale-Income model Idea: homogeneous ratio bi i β I Bi I Either dimension may be negative Examples: 1 Newspapers: reader wealth, advertiser size 2 Software platforms: constant profit ratio, project size For concreteness: newspapers Now b I = PI P I ν I N J + 1 β I ν J µ J ρ J is Spence distortion Sign determined by ν I = sign of b I P I Serve large or small scale readers? Tabloids v. serious papers Different predictions on effects of competition, discrimination Predicts complementary participation for serious papers Empirical data now very useful

18 Policy applications General case Conclusion Identifying market power, predation 1 How to figure out market power? Use Lerner index 1 On one side individually, with value to marginal other P I (C ) I +cn J b J N J P I Not much more complicated, but might want to multiply by P I 2 Or for market as a whole α = ( ba + b B c) N A N B π (1+α)π R fraction of profits from interactions Either casually, or rigorously identify (instruments) 2 Predatory pricing with same approach

19 Regulation Basic Argument Policy applications General case Conclusion Regulation also beyond scope, but a few ideas 1 Ramsey pricing calls for balanced regulation Contrast with net neutrality, interchange regulation Requires much information, simpler just to avoid harm... 2 May favor quantity to price regulation Like anytime price capped with quality unregulated Here worse, because quality is other (distorted) users! Except when interaction costs (especially with surplus) Forced tabloid subsidies = advertiser P Tends to favor quantity regulation Distorts less other sides, encourages recruitment Best if market power worst on one side, Spence unknown 3 Price discrimination helps with Spence, extra benefits Except with negative Spence distortion

20 General model Basic Argument Policy applications General case Conclusion So far: special model, but arguments quite general Only need to maintain four assumptions: 1 Exogenous, quasi-linear utility 2 Differences in value to other side 3rd-degree discriminated 3 Exogenous marginal prices 4 Externalities only to participants Demand Supply Easy to eliminate (generalizes Segal 1999), but not relevant Arbitrary number of sides One-sided net., 2sms with within-side effects, hetero. value Arbitrary finite, smooth, quasi-linear utility u I ( N; θ I) Arbitrarily (smoothly) heterogeneous Arbitrary smooth cost C(N)

21 General pricing Basic Argument Policy applications General case Conclusion Again, insulating tariff (just insulate against more) Only need enough to make graph acyclic... Thus analysis simple (essentially same, via allocation) Social pricing P I = Private pricing P I µ I + }{{} classical marginal revenue J C }{{} I ui J NJ marginal cost J }{{} marginal externalities u J I NJ }{{} cross-marginal revenue = C I }{{} marginal cost

22 Discussion Basic Argument Policy applications General case Conclusion This suggests three things 1 RT2006 special, but analysis general Dimensions of heterogeneity RT2006 allow are right ones Important in empirics via random coefficients Spence distortion generally what matters Even true for comparative statics Depends on exogenous marginal price, other assumptions 2 Allocation approach general 3 Solves maybe oldest theory problem in network economics Liebowitz and Margolis (1994): does monopoly interalize (neutralize) network externalities? Yes...but imperfectly because of Spence

23 Directions for future research Policy applications General case Conclusion Paper aspires to make two contributions 1 Simplify, generalize analysis 2 Importance of source of user heterogeneity Many directions left for future research Empirical applications: which models fit, test predictions Direct important extensions 1 Externalities to non-participations 2 Regulatory design Two big, open theoretical questions 1 Revenue maximizing matching (market design meets 2sms) 2 Tariffs, coordination and market power

Monopoly. E. Glen Weyl. Lecture 8 Price Theory and Market Design Fall 2013. University of Chicago

Monopoly. E. Glen Weyl. Lecture 8 Price Theory and Market Design Fall 2013. University of Chicago and Pricing Basics E. Glen Weyl University of Chicago Lecture 8 Price Theory and Market Design Fall 2013 Introduction and Pricing Basics Definition and sources of monopoly power Basic monopolistic incentive

More information

A Strategic Guide on Two-Sided Markets Applied to the ISP Market

A Strategic Guide on Two-Sided Markets Applied to the ISP Market A Strategic Guide on Two-Sided Markets Applied to the ISP Market Thomas CORTADE LASER-CREDEN, University of Montpellier Abstract: This paper looks at a new body of literature that deals with two-sided

More information

ECON 600 Lecture 5: Market Structure - Monopoly. Monopoly: a firm that is the only seller of a good or service with no close substitutes.

ECON 600 Lecture 5: Market Structure - Monopoly. Monopoly: a firm that is the only seller of a good or service with no close substitutes. I. The Definition of Monopoly ECON 600 Lecture 5: Market Structure - Monopoly Monopoly: a firm that is the only seller of a good or service with no close substitutes. This definition is abstract, just

More information

Why payment card fees are biased against retailers

Why payment card fees are biased against retailers Why payment card fees are biased against retailers Julian Wright June 2012 Abstract I formalize the popular argument that retailers pay too much and cardholders too little to make use of payment card platforms,

More information

or, put slightly differently, the profit maximizing condition is for marginal revenue to equal marginal cost:

or, put slightly differently, the profit maximizing condition is for marginal revenue to equal marginal cost: Chapter 9 Lecture Notes 1 Economics 35: Intermediate Microeconomics Notes and Sample Questions Chapter 9: Profit Maximization Profit Maximization The basic assumption here is that firms are profit maximizing.

More information

Regulation. E. Glen Weyl. Lecture 9 Price Theory and Market Design Fall 2013. University of Chicago

Regulation. E. Glen Weyl. Lecture 9 Price Theory and Market Design Fall 2013. University of Chicago E. Glen Weyl University of Chicago Lecture 9 Price Theory and Market Design Fall 2013 Introduction Why Average Cost Pricing? Marginal cost pricing and its limitations Average cost regulation Free entry

More information

All these models were characterized by constant returns to scale technologies and perfectly competitive markets.

All these models were characterized by constant returns to scale technologies and perfectly competitive markets. Economies of scale and international trade In the models discussed so far, differences in prices across countries (the source of gains from trade) were attributed to differences in resources/technology.

More information

Basic Monopoly Theory

Basic Monopoly Theory Basic Theory E. Glen Weyl University of Chicago Lecture 9 Regular Section Elements of Economic Analysis II Fall 2011 Introduction Competitive model so far assumes price-taking: 1 If firm charged even little

More information

Why payment card fees are biased against merchants

Why payment card fees are biased against merchants Why payment card fees are biased against merchants Julian Wright November 2010 Abstract I formalize the popular argument that payment card networks such as MasterCard and Visa charge merchants too much

More information

1. Supply and demand are the most important concepts in economics.

1. Supply and demand are the most important concepts in economics. Page 1 1. Supply and demand are the most important concepts in economics. 2. Markets and Competition a. Market is a group of buyers and sellers of a particular good or service. P. 66. b. These individuals

More information

Advertising. Sotiris Georganas. February 2013. Sotiris Georganas () Advertising February 2013 1 / 32

Advertising. Sotiris Georganas. February 2013. Sotiris Georganas () Advertising February 2013 1 / 32 Advertising Sotiris Georganas February 2013 Sotiris Georganas () Advertising February 2013 1 / 32 Outline 1 Introduction 2 Main questions about advertising 3 How does advertising work? 4 Persuasive advertising

More information

Keynesian Macroeconomic Theory

Keynesian Macroeconomic Theory 2 Keynesian Macroeconomic Theory 2.1. The Keynesian Consumption Function 2.2. The Complete Keynesian Model 2.3. The Keynesian-Cross Model 2.4. The IS-LM Model 2.5. The Keynesian AD-AS Model 2.6. Conclusion

More information

CHAPTER 12 MARKETS WITH MARKET POWER Microeconomics in Context (Goodwin, et al.), 2 nd Edition

CHAPTER 12 MARKETS WITH MARKET POWER Microeconomics in Context (Goodwin, et al.), 2 nd Edition CHAPTER 12 MARKETS WITH MARKET POWER Microeconomics in Context (Goodwin, et al.), 2 nd Edition Chapter Summary Now that you understand the model of a perfectly competitive market, this chapter complicates

More information

Contemporary Industrial Organization

Contemporary Industrial Organization Contemporary Industrial Organization A Quantitative Approach Lynne Pepall Dan Richards George Norman WILEY John Wiley & Sons, Inc. Contents About the Authors Preface xiii xv Part I Microeconomic Foundations

More information

Final Exam 15 December 2006

Final Exam 15 December 2006 Eco 301 Name Final Exam 15 December 2006 120 points. Please write all answers in ink. You may use pencil and a straight edge to draw graphs. Allocate your time efficiently. Part 1 (10 points each) 1. As

More information

TRADE WITH SCALE ECONOMIES AND IMPERFECT COMPETITION (CONT'D)

TRADE WITH SCALE ECONOMIES AND IMPERFECT COMPETITION (CONT'D) ECO 352 Spring 2010 No. 14 Mar. 25 OLIGOPOLY TRADE WITH SCALE ECONOMIES AND IMPERFECT COMPETITION (CONT'D) Example using numbers from Precept Week 7 slides, pp. 2, 3. Ingredients: Industry with inverse

More information

The Economics of Payment Cards

The Economics of Payment Cards The Economics of Payment Cards Abstract This paper surveys the economics literature on payment cards, focusing on the role of interchange fees, merchant internalization, surcharging and two-sided markets.

More information

Other explanations of the merger paradox. Industrial Economics (EC5020), Spring 2010, Sotiris Georganas, February 22, 2010

Other explanations of the merger paradox. Industrial Economics (EC5020), Spring 2010, Sotiris Georganas, February 22, 2010 Lecture 6 Agenda Introduction Mergers in Cournot Oligopoly Extension 1: number of firms Extension 2: fixed cost Extension 3: asymmetric costs Extension 4: Stackelberg mergers Extension 5: Bertrand competition

More information

Two Papers on Internet Connectivity and Quality. Abstract

Two Papers on Internet Connectivity and Quality. Abstract Two Papers on Internet Connectivity and Quality ROBERTO ROSON Dipartimento di Scienze Economiche, Università Ca Foscari di Venezia, Venice, Italy. Abstract I review two papers, addressing the issue of

More information

Why do merchants accept payment cards?

Why do merchants accept payment cards? Why do merchants accept payment cards? Julian Wright National University of Singapore Abstract This note explains why merchants accept expensive payment cards when merchants are Cournot competitors. The

More information

Partial Fractions. Combining fractions over a common denominator is a familiar operation from algebra:

Partial Fractions. Combining fractions over a common denominator is a familiar operation from algebra: Partial Fractions Combining fractions over a common denominator is a familiar operation from algebra: From the standpoint of integration, the left side of Equation 1 would be much easier to work with than

More information

UNIVERSITY OF CALICUT MICRO ECONOMICS - II

UNIVERSITY OF CALICUT MICRO ECONOMICS - II UNIVERSITY OF CALICUT SCHOOL OF DISTANCE EDUCATION BA ECONOMICS III SEMESTER CORE COURSE (2011 Admission onwards) MICRO ECONOMICS - II QUESTION BANK 1. Which of the following industry is most closely approximates

More information

Midterm Exam - Answers. November 3, 2005

Midterm Exam - Answers. November 3, 2005 Page 1 of 10 November 3, 2005 Answer in blue book. Use the point values as a guide to how extensively you should answer each question, and budget your time accordingly. 1. (8 points) A friend, upon learning

More information

Market is a network of dealings between buyers and sellers.

Market is a network of dealings between buyers and sellers. Market is a network of dealings between buyers and sellers. Market is the characteristic phenomenon of economic life and the constitution of markets and market prices is the central problem of Economics.

More information

MICROECONOMICS II PROBLEM SET III: MONOPOLY

MICROECONOMICS II PROBLEM SET III: MONOPOLY MICROECONOMICS II PROBLEM SET III: MONOPOLY EXERCISE 1 Firstly, we analyze the equilibrium under the monopoly. The monopolist chooses the quantity that maximizes its profits; in particular, chooses the

More information

Linear Programming Notes VII Sensitivity Analysis

Linear Programming Notes VII Sensitivity Analysis Linear Programming Notes VII Sensitivity Analysis 1 Introduction When you use a mathematical model to describe reality you must make approximations. The world is more complicated than the kinds of optimization

More information

Part IV. Pricing strategies and market segmentation

Part IV. Pricing strategies and market segmentation Part IV. Pricing strategies and market segmentation Chapter 9. Menu pricing Slides Industrial Organization: Markets and Strategies Paul Belleflamme and Martin Peitz Cambridge University Press 2010 Chapter

More information

CHAPTER 18 MARKETS WITH MARKET POWER Principles of Economics in Context (Goodwin et al.)

CHAPTER 18 MARKETS WITH MARKET POWER Principles of Economics in Context (Goodwin et al.) CHAPTER 18 MARKETS WITH MARKET POWER Principles of Economics in Context (Goodwin et al.) Chapter Summary Now that you understand the model of a perfectly competitive market, this chapter complicates the

More information

Credit card interchange fees

Credit card interchange fees Credit card interchange fees Jean-Charles Rochet Julian Wright January 23, 2009 Abstract We build a model of credit card pricing that explicitly takes into account credit functionality. We show that a

More information

MONOPOLIES HOW ARE MONOPOLIES ACHIEVED?

MONOPOLIES HOW ARE MONOPOLIES ACHIEVED? Monopoly 18 The public, policy-makers, and economists are concerned with the power that monopoly industries have. In this chapter I discuss how monopolies behave and the case against monopolies. The case

More information

Software Anti-piracy and Pricing in a Competitive Environment: a Game Theoretic Analysis

Software Anti-piracy and Pricing in a Competitive Environment: a Game Theoretic Analysis Software Anti-piracy and Pricing in a Competitive Environment: a Game Theoretic Analysis We study a problem of two software firms competing on price in a market where consumers can choose between purchasing

More information

Sensitivity Analysis 3.1 AN EXAMPLE FOR ANALYSIS

Sensitivity Analysis 3.1 AN EXAMPLE FOR ANALYSIS Sensitivity Analysis 3 We have already been introduced to sensitivity analysis in Chapter via the geometry of a simple example. We saw that the values of the decision variables and those of the slack and

More information

Competition and Regulation. Lecture 2: Background on imperfect competition

Competition and Regulation. Lecture 2: Background on imperfect competition Competition and Regulation Lecture 2: Background on imperfect competition Monopoly A monopolist maximizes its profits, choosing simultaneously quantity and prices, taking the Demand as a contraint; The

More information

Revenue Structure, Objectives of a Firm and. Break-Even Analysis.

Revenue Structure, Objectives of a Firm and. Break-Even Analysis. Revenue :The income receipt by way of sale proceeds is the revenue of the firm. As with costs, we need to study concepts of total, average and marginal revenues. Each unit of output sold in the market

More information

Prices versus Exams as Strategic Instruments for Competing Universities

Prices versus Exams as Strategic Instruments for Competing Universities Prices versus Exams as Strategic Instruments for Competing Universities Elena Del Rey and Laura Romero October 004 Abstract In this paper we investigate the optimal choice of prices and/or exams by universities

More information

Econ 101: Principles of Microeconomics

Econ 101: Principles of Microeconomics Econ 101: Principles of Microeconomics Chapter 14 - Monopoly Fall 2010 Herriges (ISU) Ch. 14 Monopoly Fall 2010 1 / 35 Outline 1 Monopolies What Monopolies Do 2 Profit Maximization for the Monopolist 3

More information

College Pricing and Income Inequality

College Pricing and Income Inequality College Pricing and Income Inequality Zhifeng Cai University of Minnesota Jonathan Heathcote Federal Reserve Bank of Minneapolis February 16, 2016 PRELIMINARY AND INCOMPLETE 1 Introduction Rising college

More information

A Detailed Price Discrimination Example

A Detailed Price Discrimination Example A Detailed Price Discrimination Example Suppose that there are two different types of customers for a monopolist s product. Customers of type 1 have demand curves as follows. These demand curves include

More information

Lecture 3: The Theory of the Banking Firm and Banking Competition

Lecture 3: The Theory of the Banking Firm and Banking Competition Lecture 3: The Theory of the Banking Firm and Banking Competition This lecture focuses on the industrial organisation approach to the economics of banking, which considers how banks as firms react optimally

More information

Second Order Linear Nonhomogeneous Differential Equations; Method of Undetermined Coefficients. y + p(t) y + q(t) y = g(t), g(t) 0.

Second Order Linear Nonhomogeneous Differential Equations; Method of Undetermined Coefficients. y + p(t) y + q(t) y = g(t), g(t) 0. Second Order Linear Nonhomogeneous Differential Equations; Method of Undetermined Coefficients We will now turn our attention to nonhomogeneous second order linear equations, equations with the standard

More information

Principles of Economics: Micro: Exam #2: Chapters 1-10 Page 1 of 9

Principles of Economics: Micro: Exam #2: Chapters 1-10 Page 1 of 9 Principles of Economics: Micro: Exam #2: Chapters 1-10 Page 1 of 9 print name on the line above as your signature INSTRUCTIONS: 1. This Exam #2 must be completed within the allocated time (i.e., between

More information

The Real Business Cycle model

The Real Business Cycle model The Real Business Cycle model Spring 2013 1 Historical introduction Modern business cycle theory really got started with Great Depression Keynes: The General Theory of Employment, Interest and Money Keynesian

More information

Demand, Supply, and Market Equilibrium

Demand, Supply, and Market Equilibrium 3 Demand, Supply, and Market Equilibrium The price of vanilla is bouncing. A kilogram (2.2 pounds) of vanilla beans sold for $50 in 2000, but by 2003 the price had risen to $500 per kilogram. The price

More information

3.6. Partial Fractions. Introduction. Prerequisites. Learning Outcomes

3.6. Partial Fractions. Introduction. Prerequisites. Learning Outcomes Partial Fractions 3.6 Introduction It is often helpful to break down a complicated algebraic fraction into a sum of simpler fractions. For 4x + 7 example it can be shown that x 2 + 3x + 2 has the same

More information

ECON 459 Game Theory. Lecture Notes Auctions. Luca Anderlini Spring 2015

ECON 459 Game Theory. Lecture Notes Auctions. Luca Anderlini Spring 2015 ECON 459 Game Theory Lecture Notes Auctions Luca Anderlini Spring 2015 These notes have been used before. If you can still spot any errors or have any suggestions for improvement, please let me know. 1

More information

Price Dispersion. Ed Hopkins Economics University of Edinburgh Edinburgh EH8 9JY, UK. November, 2006. Abstract

Price Dispersion. Ed Hopkins Economics University of Edinburgh Edinburgh EH8 9JY, UK. November, 2006. Abstract Price Dispersion Ed Hopkins Economics University of Edinburgh Edinburgh EH8 9JY, UK November, 2006 Abstract A brief survey of the economics of price dispersion, written for the New Palgrave Dictionary

More information

AP Microeconomics Chapter 12 Outline

AP Microeconomics Chapter 12 Outline I. Learning Objectives In this chapter students will learn: A. The significance of resource pricing. B. How the marginal revenue productivity of a resource relates to a firm s demand for that resource.

More information

Managerial Economics Prof. Trupti Mishra S.J.M. School of Management Indian Institute of Technology, Bombay. Lecture - 13 Consumer Behaviour (Contd )

Managerial Economics Prof. Trupti Mishra S.J.M. School of Management Indian Institute of Technology, Bombay. Lecture - 13 Consumer Behaviour (Contd ) (Refer Slide Time: 00:28) Managerial Economics Prof. Trupti Mishra S.J.M. School of Management Indian Institute of Technology, Bombay Lecture - 13 Consumer Behaviour (Contd ) We will continue our discussion

More information

Linear Programming. Solving LP Models Using MS Excel, 18

Linear Programming. Solving LP Models Using MS Excel, 18 SUPPLEMENT TO CHAPTER SIX Linear Programming SUPPLEMENT OUTLINE Introduction, 2 Linear Programming Models, 2 Model Formulation, 4 Graphical Linear Programming, 5 Outline of Graphical Procedure, 5 Plotting

More information

THE EFFECT OF ADVERTISING ON DEMAND IN BUSINESS SIMULATIONS

THE EFFECT OF ADVERTISING ON DEMAND IN BUSINESS SIMULATIONS THE EFFECT OF ADVERTISING ON DEMAND IN BUSINESS SIMULATIONS Kenneth R. Goosen University of Arkansas at Little Rock krgoosen@cei.net ABSTRACT Advertising in virtually all business enterprise simulations

More information

Capital Structure. Itay Goldstein. Wharton School, University of Pennsylvania

Capital Structure. Itay Goldstein. Wharton School, University of Pennsylvania Capital Structure Itay Goldstein Wharton School, University of Pennsylvania 1 Debt and Equity There are two main types of financing: debt and equity. Consider a two-period world with dates 0 and 1. At

More information

Lecture 2. Marginal Functions, Average Functions, Elasticity, the Marginal Principle, and Constrained Optimization

Lecture 2. Marginal Functions, Average Functions, Elasticity, the Marginal Principle, and Constrained Optimization Lecture 2. Marginal Functions, Average Functions, Elasticity, the Marginal Principle, and Constrained Optimization 2.1. Introduction Suppose that an economic relationship can be described by a real-valued

More information

COMP 250 Fall 2012 lecture 2 binary representations Sept. 11, 2012

COMP 250 Fall 2012 lecture 2 binary representations Sept. 11, 2012 Binary numbers The reason humans represent numbers using decimal (the ten digits from 0,1,... 9) is that we have ten fingers. There is no other reason than that. There is nothing special otherwise about

More information

. In this case the leakage effect of tax increases is mitigated because some of the reduction in disposable income would have otherwise been saved.

. In this case the leakage effect of tax increases is mitigated because some of the reduction in disposable income would have otherwise been saved. Chapter 4 Review Questions. Explain how an increase in government spending and an equal increase in lump sum taxes can generate an increase in equilibrium output. Under what conditions will a balanced

More information

Chapter 3: The effect of taxation on behaviour. Alain Trannoy AMSE & EHESS

Chapter 3: The effect of taxation on behaviour. Alain Trannoy AMSE & EHESS Chapter 3: The effect of taxation on behaviour Alain Trannoy AMSE & EHESS Introduction The most important empirical question for economics: the behavorial response to taxes Calibration of macro models

More information

Public Goods & Externalities

Public Goods & Externalities Market Failure Public Goods & Externalities Spring 09 UC Berkeley Traeger 2 Efficiency 26 Climate change as a market failure Environmental economics is for a large part about market failures: goods (or

More information

Market Power and Efficiency in Card Payment Systems: A Comment on Rochet and Tirole

Market Power and Efficiency in Card Payment Systems: A Comment on Rochet and Tirole Market Power and Efficiency in Card Payment Systems: A Comment on Rochet and Tirole Luís M. B. Cabral New York University and CEPR November 2005 1 Introduction Beginning with their seminal 2002 paper,

More information

COST THEORY. I What costs matter? A Opportunity Costs

COST THEORY. I What costs matter? A Opportunity Costs COST THEORY Cost theory is related to production theory, they are often used together. However, the question is how much to produce, as opposed to which inputs to use. That is, assume that we use production

More information

Choice under Uncertainty

Choice under Uncertainty Choice under Uncertainty Part 1: Expected Utility Function, Attitudes towards Risk, Demand for Insurance Slide 1 Choice under Uncertainty We ll analyze the underlying assumptions of expected utility theory

More information

A Dynamic Analysis of Price Determination Under Joint Profit Maximization in Bilateral Monopoly

A Dynamic Analysis of Price Determination Under Joint Profit Maximization in Bilateral Monopoly A Dynamic Analysis of Price Determination Under Joint Profit Maximization in Bilateral Monopoly by Stephen Devadoss Department of Agricultural Economics University of Idaho Moscow, Idaho 83844-2334 Phone:

More information

ECONOMIC THEORY AND OPERATIONS ANALYSIS

ECONOMIC THEORY AND OPERATIONS ANALYSIS WILLIAM J. BAUMOL Professor of Economics Princeton University ECONOMIC THEORY AND OPERATIONS ANALYSIS Second Edition Prentice-Hall, I Inc. Engkwood Cliffs, New Jersey CONTENTS PART 7 ANALYTIC TOOLS OF

More information

Principles of Economics

Principles of Economics Principles of Economics (8 th Edition) Dr. H. S. Agarwal Professor of Economics (Retd.) Agra College, AGRA professional publishing Contents JSASIC CONCEPTS^ 1. The Scope and Nature of Economics 1-31 Introduction;

More information

Prot Maximization and Cost Minimization

Prot Maximization and Cost Minimization Simon Fraser University Prof. Karaivanov Department of Economics Econ 0 COST MINIMIZATION Prot Maximization and Cost Minimization Remember that the rm's problem is maximizing prots by choosing the optimal

More information

3 Price Discrimination

3 Price Discrimination Joe Chen 26 3 Price Discrimination There is no universally accepted definition for price discrimination (PD). In most cases, you may consider PD as: producers sell two units of the same physical good at

More information

A Mobile Platform's Monetizing Strategy for Advertising. under Agency Pricing for App Sales. Notre Dame, IN, 46556 5646. Abstract

A Mobile Platform's Monetizing Strategy for Advertising. under Agency Pricing for App Sales. Notre Dame, IN, 46556 5646. Abstract A Mobile Platform's Monetizing Strategy for Advertising under Agency Pricing for App Sales Lin Hao 1 Hong Guo 1 Robert Easley 1 1 Department of Management, Mendoza College of Business, University of Notre

More information

Search and Ripoff Externalities

Search and Ripoff Externalities Search and Ripoff Externalities Mark Armstrong Oxford University UCL: October 2014 Mark Armstrong () Search and Ripoff Externalities UCL: October 2014 1 / 19 Introduction Markets contain a mix of savvy

More information

1 Lecture: Integration of rational functions by decomposition

1 Lecture: Integration of rational functions by decomposition Lecture: Integration of rational functions by decomposition into partial fractions Recognize and integrate basic rational functions, except when the denominator is a power of an irreducible quadratic.

More information

tariff versus quota Equivalence and its breakdown

tariff versus quota Equivalence and its breakdown Q000013 Bhagwati (1965) first demonstrated that if perfect competition prevails in all markets, a tariff and import quota are equivalent in the sense that an explicit tariff reproduces an import level

More information

ECON20310 LECTURE SYNOPSIS REAL BUSINESS CYCLE

ECON20310 LECTURE SYNOPSIS REAL BUSINESS CYCLE ECON20310 LECTURE SYNOPSIS REAL BUSINESS CYCLE YUAN TIAN This synopsis is designed merely for keep a record of the materials covered in lectures. Please refer to your own lecture notes for all proofs.

More information

0.8 Rational Expressions and Equations

0.8 Rational Expressions and Equations 96 Prerequisites 0.8 Rational Expressions and Equations We now turn our attention to rational expressions - that is, algebraic fractions - and equations which contain them. The reader is encouraged to

More information

2.3 Solving Equations Containing Fractions and Decimals

2.3 Solving Equations Containing Fractions and Decimals 2. Solving Equations Containing Fractions and Decimals Objectives In this section, you will learn to: To successfully complete this section, you need to understand: Solve equations containing fractions

More information

A Model for Price Assessment of Residential Property in Bulgaria and its Implementation Options as SaaS

A Model for Price Assessment of Residential Property in Bulgaria and its Implementation Options as SaaS A Model for Price Assessment of Residential Property in Bulgaria and its Implementation Options as SaaS Georgi Zabunov, Dimiter Velev + and Plamena Zlateva 2 University of National and World Economy, Sofia,

More information

Discussion Paper No. 308 Unique Equilibrium in Two-Part Tariff Competition between Two-Sided Platforms. Markus Reisinger *

Discussion Paper No. 308 Unique Equilibrium in Two-Part Tariff Competition between Two-Sided Platforms. Markus Reisinger * Discussion Paper No. 308 Unique Equilibrium in Two-Part Tariff Competition between Two-Sided Platforms Markus Reisinger * * Department of Economics, University of Munich, Kaulbachstr. 45, 80539 Munich,

More information

Pre-Test Chapter 25 ed17

Pre-Test Chapter 25 ed17 Pre-Test Chapter 25 ed17 Multiple Choice Questions 1. Refer to the above graph. An increase in the quantity of labor demanded (as distinct from an increase in demand) is shown by the: A. shift from labor

More information

Economics Chapter 7 Review

Economics Chapter 7 Review Name: Class: Date: ID: A Economics Chapter 7 Review Matching a. perfect competition e. imperfect competition b. efficiency f. price and output c. start-up costs g. technological barrier d. commodity h.

More information

Partial Fractions Decomposition

Partial Fractions Decomposition Partial Fractions Decomposition Dr. Philippe B. Laval Kennesaw State University August 6, 008 Abstract This handout describes partial fractions decomposition and how it can be used when integrating rational

More information

Finance 581: Arbitrage and Purchasing Power Parity Conditions Module 5: Lecture 1 [Speaker: Sheen Liu] [On Screen]

Finance 581: Arbitrage and Purchasing Power Parity Conditions Module 5: Lecture 1 [Speaker: Sheen Liu] [On Screen] Finance 581: Arbitrage and Purchasing Power Parity Conditions Module 5: Lecture 1 [Speaker: Sheen Liu] MODULE 5 Arbitrage and Purchasing Power Parity Conditions [Sheen Liu]: Managers of multinational firms,

More information

Chapter 7 Monopoly, Oligopoly and Strategy

Chapter 7 Monopoly, Oligopoly and Strategy Chapter 7 Monopoly, Oligopoly and Strategy After reading Chapter 7, MONOPOLY, OLIGOPOLY AND STRATEGY, you should be able to: Define the characteristics of Monopoly and Oligopoly, and explain why the are

More information

Part 1 Expressions, Equations, and Inequalities: Simplifying and Solving

Part 1 Expressions, Equations, and Inequalities: Simplifying and Solving Section 7 Algebraic Manipulations and Solving Part 1 Expressions, Equations, and Inequalities: Simplifying and Solving Before launching into the mathematics, let s take a moment to talk about the words

More information

CEP Work on Economics of Brexit

CEP Work on Economics of Brexit CEP Work on Economics of Brexit Professor John Van Reenen, Director Swati Dhingra, Gianmarco Ottaviano, Tom Sampson & Jonathan Wadsworth NIESR Conference, May 27 th 2016 How will Brexit effect economy?

More information

Foreign Penetration and Domestic Competition

Foreign Penetration and Domestic Competition March 29, 2015 Foreign Penetration and Domestic Competition By Sajal Lahiri and Yingyi Tsai Abstract We consider an oligopolistic model with a number of domestic and and a number of foreign firms, and

More information

MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question.

MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question. Economics 103 Spring 2012: Multiple choice review questions for final exam. Exam will cover chapters on perfect competition, monopoly, monopolistic competition and oligopoly up to the Nash equilibrium

More information

Platform Strategy of Video Game Software: Theory and Evidence. Masayoshi Maruyama, Kobe University Kenichi Ohkita, Kyoto Gakuen University.

Platform Strategy of Video Game Software: Theory and Evidence. Masayoshi Maruyama, Kobe University Kenichi Ohkita, Kyoto Gakuen University. Platform Strategy of Video Game Software: Theory and Evidence Masayoshi Maruyama, Kobe University Kenichi Ohkita, Kyoto Gakuen University bstract This paper analyzes a model of platform competition in

More information

e-book Platform Competition in the Presence of Two-Sided Network Externalities

e-book Platform Competition in the Presence of Two-Sided Network Externalities 2012 45th Hawaii International Conference on System Sciences e-book Platform Competition in the Presence of Two-Sided Network Externalities Yabing Jiang Graduate School of Business Administration Fordham

More information

Microeconomics Topic 3: Understand how various factors shift supply or demand and understand the consequences for equilibrium price and quantity.

Microeconomics Topic 3: Understand how various factors shift supply or demand and understand the consequences for equilibrium price and quantity. Microeconomics Topic 3: Understand how various factors shift supply or demand and understand the consequences for equilibrium price and quantity. Reference: Gregory Mankiw s rinciples of Microeconomics,

More information

The Basics of Game Theory

The Basics of Game Theory Sloan School of Management 15.010/15.011 Massachusetts Institute of Technology RECITATION NOTES #7 The Basics of Game Theory Friday - November 5, 2004 OUTLINE OF TODAY S RECITATION 1. Game theory definitions:

More information

Credit card interchange fees

Credit card interchange fees Credit card interchange fees Jean-Charles Rochet Julian Wright October 2009 Abstract We build a model of credit card pricing that explicitly takes into account credit functionality. In the model a monopoly

More information

Balancing Chemical Equations

Balancing Chemical Equations Balancing Chemical Equations A mathematical equation is simply a sentence that states that two expressions are equal. One or both of the expressions will contain a variable whose value must be determined

More information

What s New in Econometrics? Lecture 8 Cluster and Stratified Sampling

What s New in Econometrics? Lecture 8 Cluster and Stratified Sampling What s New in Econometrics? Lecture 8 Cluster and Stratified Sampling Jeff Wooldridge NBER Summer Institute, 2007 1. The Linear Model with Cluster Effects 2. Estimation with a Small Number of Groups and

More information

CPC/CPA Hybrid Bidding in a Second Price Auction

CPC/CPA Hybrid Bidding in a Second Price Auction CPC/CPA Hybrid Bidding in a Second Price Auction Benjamin Edelman Hoan Soo Lee Working Paper 09-074 Copyright 2008 by Benjamin Edelman and Hoan Soo Lee Working papers are in draft form. This working paper

More information

Mobile Number Portability

Mobile Number Portability Mobile Number Portability Stefan Buehler University of Zurich and University of St. Gallen Justus Haucap University of the Federal Armed Forces Hamburg March 2003 Abstract This paper examines the competitive

More information

Equations, Inequalities & Partial Fractions

Equations, Inequalities & Partial Fractions Contents Equations, Inequalities & Partial Fractions.1 Solving Linear Equations 2.2 Solving Quadratic Equations 1. Solving Polynomial Equations 1.4 Solving Simultaneous Linear Equations 42.5 Solving Inequalities

More information

Review of Chemical Equilibrium 7.51 September 1999. free [A] (µm)

Review of Chemical Equilibrium 7.51 September 1999. free [A] (µm) Review of Chemical Equilibrium 7.51 September 1999 Equilibrium experiments study how the concentration of reaction products change as a function of reactant concentrations and/or reaction conditions. For

More information

Does Black-Scholes framework for Option Pricing use Constant Volatilities and Interest Rates? New Solution for a New Problem

Does Black-Scholes framework for Option Pricing use Constant Volatilities and Interest Rates? New Solution for a New Problem Does Black-Scholes framework for Option Pricing use Constant Volatilities and Interest Rates? New Solution for a New Problem Gagan Deep Singh Assistant Vice President Genpact Smart Decision Services Financial

More information

Chapter 10. Key Ideas Correlation, Correlation Coefficient (r),

Chapter 10. Key Ideas Correlation, Correlation Coefficient (r), Chapter 0 Key Ideas Correlation, Correlation Coefficient (r), Section 0-: Overview We have already explored the basics of describing single variable data sets. However, when two quantitative variables

More information

A.2 The Prevalence of Transfer Pricing in International Trade

A.2 The Prevalence of Transfer Pricing in International Trade 19. Transfer Prices A. The Transfer Price Problem A.1 What is a Transfer Price? 19.1 When there is a international transaction between say two divisions of a multinational enterprise that has establishments

More information

2.4 Multiproduct Monopoly. 2.4 Multiproduct Monopoly

2.4 Multiproduct Monopoly. 2.4 Multiproduct Monopoly .4 Multiproduct Monopoly Matilde Machado Slides available from: http://www.eco.uc3m.es/oi-i-mei/.4 Multiproduct Monopoly The firm is a monopoly in all markets where it operates i=,.n goods sold by the

More information

5.5. Solving linear systems by the elimination method

5.5. Solving linear systems by the elimination method 55 Solving linear systems by the elimination method Equivalent systems The major technique of solving systems of equations is changing the original problem into another one which is of an easier to solve

More information

Chapter 7 Externalities

Chapter 7 Externalities Chapter 7 Externalities Reading Essential reading Hindriks, J and G.D. Myles Intermediate Public Economics. (Cambridge: MIT Press, 2006) Chapter 7. Further reading Bator, F.M. (1958) The anatomy of market

More information

Pricing Payment Cards

Pricing Payment Cards Pricing Payment Cards Özlem Bedre Emilio Calvano November 2008 Abstract In a payment card association such as Visa, each time a consumer pays by card, the bank of the merchant (acquirer) pays an interchange

More information